Out-of-Distribution Detection on UEA Multivariate

98.23Near-OOD AUROCHyperTF + Auxiliary Outlier Data

Evaluation results

Method
HyperTF + Auxiliary Outlier Data2026.05	98.23	4.94	97.12	4.54	98.47	2.66	99.97	0.16	95.52	10.67	99.88	0.16	96.16	5.55	80.73
HyperTF2026.05	97.76	6.05	96.61	5.56	98.65	2.72	99.94	0.31	95.24	10.91	99.77	0.26	99.55	1.32	81.74
SSD+ (w/ Maha++)2026.05	93.44	10.03	93.91	9.02	99.39	1.64	99.87	0.38	96.85	7.22	92.2	7.86	91.16	9.6	70.16
CIDER2026.05	92.74	13.81	95.55	7.49	93.63	11.45	99.55	0.78	92.23	12.98	91.44	9.23	90.9	10.75	77.75
KNN+2026.05	91.62	12.31	92.44	10.3	97.96	5.06	99.71	0.62	96.52	7.3	54.74	45.85	91.07	9.81	70.16
SimCLR+CE2026.05	90.35	18.57	94.08	11.09	92.18	14.95	99.5	1.39	94.66	11.87	89.85	10.92	90.87	12.6	76.14
Center Loss2026.05	89.17	15.12	90.02	13.36	99.83	0.37	99.25	1.71	95.06	6.9	96.17	3.92	84.73	18.33	70
Mahalanobis2026.05	87.56	18.21	88.53	15.75	99.87	0.35	98.35	4.2	91.2	12.06	92.32	7.78	82.77	19.63	70.64
MSP2026.05	55.19	62.54	49.22	65.79	14.82	96.95	72.58	41.89	32.18	81.59	38.96	61.56	61.02	51.84	70.64